Fellow co-host Vivica A. Fox also tested positive and missed this year's show.
"I don't like fudge. It's too fudgy," says Gary Janetti.
The guys took the plunge in the Caribbean.
Goreski is eager to host the youngest JoBro on the E! show even though he turns him into "a total sweating weirdo."